4.97(89 Ratings)
SHAP with Python
About Course
Learn to use SHAP to interpret machine learning models.
What I will learn?
- Theory behind Shapley values
- Calculating SHAP values
- SHAP aggregations
- Custom SHAP plots
- Interactions values
- Categorical target variables and features
- SHAP for computer vision
Course Curriculum
Introduction
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Course outline
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Code and requirements
00:00
Theory
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SHAP overview
00:00 -
Shapley values
00:00 -
Shapley values for machine learning
00:00 -
KernelSHAP vs TreeSHAP
00:00 -
Limitations of SHAP
00:00
Python Code
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SHAP values
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Aggregations
00:00 -
Custom plots
00:00 -
Categorical target variables
00:00 -
Interaction values
00:00 -
Categorical features
00:00
Additional Resources
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RandomForestRegressor
00:00 -
CatBoostClassifier
00:00 -
IsolationForest
00:00 -
PyTorch with Image data
00:00
Student Ratings & Reviews
5.0
Total 89 Ratings
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Thank you so much!
It's a fantastic course in Shap!
Very intuitive and well explained!
I'm really enjoying learning about SHAP.
One of the best courses on SHAP on the web! It has helped me understand the subject. Thank you very much!
One of the best courses on SHAP on the web! It has helped me understand the subject. Thank you very much!
Explainations were good. Solutions for challenges would have been helpful
Great course!!
Great course for SHAP!
Before the course:
What are these coloured bars and how on earth do I interpret them
After the course:
Ahhhhhhhhhh! Finally... And it's not even that complicated ("game theory": they're just trying to scare you)
What are these coloured bars and how on earth do I interpret them
After the course:
Ahhhhhhhhhh! Finally... And it's not even that complicated ("game theory": they're just trying to scare you)
Useful course!
Excellent !
Great explanation for SHAP / XAI. Thank you.
Very informative, thank you!
A very useful course if you are interested in XAI
A very useful course if you are interested in XAI
This course is really helpful to understand What Shap is and How helpful it can be in determining features that contribute in the prediction.
The course is short, simple and sorted. Well structured. Kudos to the Course Designer!
The course is short, simple and sorted. Well structured. Kudos to the Course Designer!
Great!
Easy step by step explanation. highly recommended!
Very good explanation! It really helpful to understand.
I just started and is a great way for learning this amazing topic, thank you and congrats for be careful creating this course.
I think it's very useful!
$49.00
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LevelIntermediate
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Total Enrolled700
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Last UpdatedOctober 24, 2024
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